{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "运行环境：jupyter notebook"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "import warnings \n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "data=pd.read_csv('card_transdata.csv')\n",
    "# data.head(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1000000, 8)"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>distance_from_home</th>\n",
       "      <th>distance_from_last_transaction</th>\n",
       "      <th>ratio_to_median_purchase_price</th>\n",
       "      <th>repeat_retailer</th>\n",
       "      <th>used_chip</th>\n",
       "      <th>used_pin_number</th>\n",
       "      <th>online_order</th>\n",
       "      <th>fraud</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1000000.000000</td>\n",
       "      <td>1000000.000000</td>\n",
       "      <td>1000000.000000</td>\n",
       "      <td>1000000.000000</td>\n",
       "      <td>1000000.000000</td>\n",
       "      <td>1000000.000000</td>\n",
       "      <td>1000000.000000</td>\n",
       "      <td>1000000.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>26.628792</td>\n",
       "      <td>5.036519</td>\n",
       "      <td>1.824182</td>\n",
       "      <td>0.881536</td>\n",
       "      <td>0.350399</td>\n",
       "      <td>0.100608</td>\n",
       "      <td>0.650552</td>\n",
       "      <td>0.087403</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>65.390784</td>\n",
       "      <td>25.843093</td>\n",
       "      <td>2.799589</td>\n",
       "      <td>0.323157</td>\n",
       "      <td>0.477095</td>\n",
       "      <td>0.300809</td>\n",
       "      <td>0.476796</td>\n",
       "      <td>0.282425</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.004874</td>\n",
       "      <td>0.000118</td>\n",
       "      <td>0.004399</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>3.878008</td>\n",
       "      <td>0.296671</td>\n",
       "      <td>0.475673</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>9.967760</td>\n",
       "      <td>0.998650</td>\n",
       "      <td>0.997717</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>25.743985</td>\n",
       "      <td>3.355748</td>\n",
       "      <td>2.096370</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>10632.723672</td>\n",
       "      <td>11851.104565</td>\n",
       "      <td>267.802942</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       distance_from_home  distance_from_last_transaction  \\\n",
       "count      1000000.000000                  1000000.000000   \n",
       "mean            26.628792                        5.036519   \n",
       "std             65.390784                       25.843093   \n",
       "min              0.004874                        0.000118   \n",
       "25%              3.878008                        0.296671   \n",
       "50%              9.967760                        0.998650   \n",
       "75%             25.743985                        3.355748   \n",
       "max          10632.723672                    11851.104565   \n",
       "\n",
       "       ratio_to_median_purchase_price  repeat_retailer       used_chip  \\\n",
       "count                  1000000.000000   1000000.000000  1000000.000000   \n",
       "mean                         1.824182         0.881536        0.350399   \n",
       "std                          2.799589         0.323157        0.477095   \n",
       "min                          0.004399         0.000000        0.000000   \n",
       "25%                          0.475673         1.000000        0.000000   \n",
       "50%                          0.997717         1.000000        0.000000   \n",
       "75%                          2.096370         1.000000        1.000000   \n",
       "max                        267.802942         1.000000        1.000000   \n",
       "\n",
       "       used_pin_number    online_order           fraud  \n",
       "count   1000000.000000  1000000.000000  1000000.000000  \n",
       "mean          0.100608        0.650552        0.087403  \n",
       "std           0.300809        0.476796        0.282425  \n",
       "min           0.000000        0.000000        0.000000  \n",
       "25%           0.000000        0.000000        0.000000  \n",
       "50%           0.000000        1.000000        0.000000  \n",
       "75%           0.000000        1.000000        0.000000  \n",
       "max           1.000000        1.000000        1.000000  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "describe_=data.describe()\n",
    "describe_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "sns.heatmap(data.corr(),annot=True,cmap='RdBu',xticklabels=1,yticklabels=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#### 观察distance和是否诈骗的关系\n",
    "import matplotlib.pyplot as plt\n",
    "df=data\n",
    "# 构建两个子图\n",
    "f, (ax1, ax2) = plt.subplots(2, 1, sharex=True, figsize=(16,4))\n",
    "\n",
    "# 设置柱状宽度\n",
    "bins = 30\n",
    "\n",
    "# 统计欺诈案例的交易金额\n",
    "ax1.hist(df[\"distance_from_home\"][df[\"fraud\"]== 1], bins = bins)\n",
    "ax1.set_title('Fraud')\n",
    "\n",
    "# 统计正常案例的交易金额\n",
    "ax2.hist(df[\"distance_from_home\"][df[\"fraud\"] == 0], bins = bins)\n",
    "ax2.set_title('Not Fraud')\n",
    "\n",
    "# 画坐标系\n",
    "plt.xlabel('distance_from_home')\n",
    "plt.ylabel('Count')\n",
    "plt.yscale('log')\n",
    "\n",
    "plt.show()    # 展示图像\n",
    "# ————————————————\n",
    "# 版权声明：本文为CSDN博主「丶凉介」的原创文章，遵循CC 4.0 BY-SA版权协议，转载请附上原文出处链接及本声明。\n",
    "# 原文链接：https://blog.csdn.net/shine_Lee_/article/details/126324091"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#### 观察distance和是否诈骗的关系\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# 构建两个子图\n",
    "f, (ax1, ax2) = plt.subplots(2, 1, sharex=True, figsize=(16,4))\n",
    "\n",
    "# 设置柱状宽度\n",
    "bins = 30\n",
    "\n",
    "# 统计欺诈案例的交易金额\n",
    "ax1.hist(data[\"distance_from_last_transaction\"][data[\"fraud\"]== 1], bins = bins)\n",
    "ax1.set_title('Fraud')\n",
    "\n",
    "# 统计正常案例的交易金额\n",
    "ax2.hist(data[\"distance_from_last_transaction\"][data[\"fraud\"] == 0], bins = bins)\n",
    "ax2.set_title('Not Fraud')\n",
    "\n",
    "# 画坐标系\n",
    "plt.xlabel('distance_from_last_transaction')\n",
    "plt.ylabel('Count')\n",
    "plt.yscale('log')\n",
    "\n",
    "plt.show()    # 展示图像\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# 构建两个子图\n",
    "f, (ax1, ax2) = plt.subplots(2, 1, sharex=True, figsize=(16,4))\n",
    "\n",
    "# 设置柱状宽度\n",
    "bins = 30\n",
    "\n",
    "# 统计欺诈案例的交易金额\n",
    "ax1.hist(data[\"ratio_to_median_purchase_price\"][data[\"fraud\"]== 1], bins = bins)\n",
    "ax1.set_title('Fraud')\n",
    "\n",
    "# 统计正常案例的交易金额\n",
    "ax2.hist(data[\"ratio_to_median_purchase_price\"][data[\"fraud\"] == 0], bins = bins)\n",
    "ax2.set_title('Not Fraud')\n",
    "\n",
    "# 画坐标系\n",
    "plt.xlabel('ratio_to_median_purchase_price')\n",
    "plt.ylabel('Count')\n",
    "plt.yscale('log')\n",
    "\n",
    "plt.show()    # 展示图像"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x2304 with 8 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.gridspec as gridspec\n",
    "import seaborn as sns\n",
    "# 特征名\n",
    "feature_num = len(data.columns)\n",
    "v_feat = list(data.columns)\n",
    "\n",
    "# 构建图像\n",
    "plt.figure(figsize=(16,feature_num*4))\n",
    "gs = gridspec.GridSpec(feature_num, 1) \n",
    "\n",
    "for i, cn in enumerate(data[v_feat]):\n",
    "    ax = plt.subplot(gs[i])\n",
    "    sns.distplot(data[cn][data[\"fraud\"] == 1], bins=50)\n",
    "    sns.distplot(data[cn][data[\"fraud\"] == 0], bins=100)\n",
    "    ax.set_xlabel('')\n",
    "    ax.set_title('特征直方图: ' + str(cn))\n",
    "plt.rcParams['font.sans-serif']=['SimHei']\n",
    "plt.show()    # 展示图像\n"
   ]
  }
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